H2OXGBoost¶
H2O XGBoost
Input¶
It takes in a DataFrame as input
Type¶
join
Class¶
fire.nodes.h2o.node_h2oxgboost
Fields¶
| Name | Title | Description |
|---|---|---|
| responseCol | Response Column | |
| featureCols | Feature Columns | Specify the column or columns to be included for feature. |
| ntrees | NTrees | Specify the number of trees to build |
| tree_method | Tree Method | Specify the construction tree method to use. |
| grow_policy | Grow Policy | |
| max_depth | Max Depth | Specify the maximum tree depth (Setting this value to 0 specifies no limit) |
| max_leaves | Max Leaves | Specify the maximum number of leaves to include each tree |
| col_sample_rate_per_tree | Col Sample Rate Per Tree | |
| sample_rate | Sample rate | Specify the row sampling rate (x-axis). (Note that this method is sample without replacement) |
| learn_rate | Learn Rate | Specify the learning rate (The range is 0.0 to 1.0) |
| stopping_rounds | Stopping Rounds | |
| stopping_metric | Stopping Metric | Specify the construction tree method to use. |
| seed | Seed |